Vol. 6 No. 1 (2021): Proceedings of the European Conference of the PHM Society 2021

Edited by:

Phuc Do

Steve King

Olga Fink

ISBN: 978-1-936263-34-9

Published: 2021-06-29

Proceedings Front Matter

Technical Papers

Unsupervised Anomaly Detection for Hard Drives

Enrico Barelli, Ennio Ottaviani
Abstract 870 | PDF Downloads 952 | DOI https://doi.org/10.36001/phme.2021.v6i1.2795

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Optimal Service Points (OSP) for PHM Enabled Condition Based Maintenance for Oil and Gas Applications

Atuahene Barimah, Octavian Niculita, Don McGlinchey, Babakalli Alkali
Abstract 2078 | PDF Downloads 871 | DOI https://doi.org/10.36001/phme.2021.v6i1.2850

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Hybrid Approach for Health Monitoring of Mud Motor Fleet

Dmitry Belov, Zhengxin Zhang, Wei Chen, Yuelin Shen, Samba Ba, Anton Kolyshkin, Sergio Daniel Rocchio, Daniel Viassolo
Abstract 1653 | PDF Downloads 1864 | DOI https://doi.org/10.36001/phme.2021.v6i1.2885

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Data-Driven Fault Detection Method for Electronic Boards in Intelligent Remote Dual-Valve System

Saransh Bhatnagar, Mathilde Lemanissier Cassou, Zeina Al Masry, Ahmed Mosallam
Abstract 1482 | PDF Downloads 766 | DOI https://doi.org/10.36001/phme.2021.v6i1.2903

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An Adaptive Framework For Remaining Useful Life Predictions Of Aircraft Systems

Marie Bieber, Wim J.C. Verhagen, Bruno F. Santos
Abstract 1996 | PDF Downloads 880 | DOI https://doi.org/10.36001/phme.2021.v6i1.2868

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Wavelet Scattering Network Based Bearing Fault Detection

Taoufik Bourgana, Robert Brijder, Ted Ooijevaar, Agusmian Partogi Ompusunggu
Abstract 1472 | PDF Downloads 1168 | DOI https://doi.org/10.36001/phme.2021.v6i1.2875

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Learning Representations with End-to-End Models for Improved Remaining Useful Life Prognostic

Alaaeddine Chaoub, Alexandre Voisin, Christophe Cerisara, Benoit Iung
Abstract 801 | PDF Downloads 668 | DOI https://doi.org/10.36001/phme.2021.v6i1.2785

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The Impact of Data Quality on Maintenance Work Order Analysis: A Case Study in Historical HVAC Maintenance Work Orders

Anna Conte, Coline Bolland, Lynn Phan, Michael Brundage, Thurston Sexton
Abstract 1716 | PDF Downloads 1328 | DOI https://doi.org/10.36001/phme.2021.v6i1.2814

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Requirements for Designing A Robotic System for Aircraft Wing Fuel Tank Inspection

Manpreet Haur Dhoot, Ip- Shing Fan, Nico Avdelidis
Abstract 1600 | PDF Downloads 1362 | DOI https://doi.org/10.36001/phme.2021.v6i1.2851

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Canonical polyadic decomposition and deep learning for machine fault detection

Gaëtan Frusque, Michau Gabriel, Fink Olga
Abstract 704 | PDF Downloads 697 | DOI https://doi.org/10.36001/phme.2021.v6i1.2881

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Data-Driven Capability-based Health Monitoring Method for Automative Manufacturing

Alexandre Gaffet, Pauline Ribot, Elodie Chanthery, Nathalie Barbosa Roa, Christophe Merle
Abstract 791 | PDF Downloads 604 | DOI https://doi.org/10.36001/phme.2021.v6i1.2811

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A Flexible Data Management System for the Analysis of an Electro- Mechanical Actuator on a Test Bench

Roberto González Velázquez, Iñaki Bravo-Imaz, Kerman López de Calle - Etxabe, Aitor Arnaiz
Abstract 960 | PDF Downloads 844 | DOI https://doi.org/10.36001/phme.2021.v6i1.2880

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Automated and Rapid Seal Wear Classification Based on Acoustic Emission and Support Vector Machine

Surya. T. Kandukuri, Vignesh. V. Shanbhag, Thomas. J. J. Meyer, Leo. W. Caspers, Nadia. S. Noori, Rune Schlanbusch
Abstract 897 | PDF Downloads 935 | DOI https://doi.org/10.36001/phme.2021.v6i1.2942

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Towards a Digital Twin Enabled Multifidelity Framework for Small Satellites

Anastasios Kontaxoglou, Seiji Tsutsumi, Samir Khan, Shinichi Nakasuka
Abstract 1003 | PDF Downloads 1674 | DOI https://doi.org/10.36001/phme.2021.v6i1.2801

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Securing Deep Learning Models with Autoencoder based Anomaly Detection

Joana Kühne, Christian März, Clemens G¨uhmann
Abstract 1515 | PDF Downloads 1164 | DOI https://doi.org/10.36001/phme.2021.v6i1.2841

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Evaluation of ML Algorithms for System Dynamics Identification of Aircraft Pressure Control System

Petr Mukhachev, Zhdan Sukhov, Tagir Sadretdinov, Anton Ivanov
Abstract 676 | PDF Downloads 753 | DOI https://doi.org/10.36001/phme.2021.v6i1.2799

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Evaluating word representations in a technical language processing pipeline

Ajay Varma Nandyala, Sarah Lukens, Sundaram Rathod, Pratiksha Agarwal
Abstract 1136 | PDF Downloads 1522 | DOI https://doi.org/10.36001/phme.2021.v6i1.2894

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Technical Language Processing for Efficient Classification of Failure Events for Safety Critical Equipment

Maria Vatshaug Ottermo, Solfrid Håbrekke, Stein Hauge, Lars Bodsberg
Abstract 1190 | PDF Downloads 1544 | DOI https://doi.org/10.36001/phme.2021.v6i1.2792

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Rapid Material Characterization using Smart Skin with functional Data Analysis

Rajendra Prasath Palanisamy, Subrata Mukherjee, Mahmood Haq, Yiming Deng
Abstract 917 | PDF Downloads 619 | DOI https://doi.org/10.36001/phme.2021.v6i1.2884

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Algorithmically Exploiting the Knowledge Accumulated in Textual Domains for Technical Support

Daniele Pau, Isaia Tarquini, Matteo Iannitelli, Carmine Allegorico
Abstract 814 | PDF Downloads 744 | DOI https://doi.org/10.36001/phme.2021.v6i1.2900

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Multiple-Model Estimation-based Prognostics for Rotating Machinery

Junyu Qi, Konstantinos Gryllias, Alexandre Mauricio
Abstract 764 | PDF Downloads 766 | DOI https://doi.org/10.36001/phme.2021.v6i1.2956

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Harmonic Drive Gear Failures in Industrial Robots Applications: An Overview

Andrea Raviola, Andrea De Martin, Roberto Guida, Giovanni Jacazio, Stefano Mauro, Massimo Sorli
Abstract 5719 | PDF Downloads 9917 | DOI https://doi.org/10.36001/phme.2021.v6i1.2849

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Data Selection Criteria for the Application of Predictive Maintenance to Centrifugal Pumps

Núbia N. A. Silveira, Richard Loendersloot, Annemieke A. Meghoe, Tiedo Tinga
Abstract 1799 | PDF Downloads 741 | DOI https://doi.org/10.36001/phme.2021.v6i1.2839

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Data Analytics Methodology for Construction of Fouling Prognostic Indicators: Towards Cost-Effective Maintenance Scheduling

Moncef Soualhi, Ahmed Ragab, T. P. Khanh Nguyen, Kamal Medjaher, Hakim Ghezzaz, Mouloud Amazouz
Abstract 775 | PDF Downloads 566 | DOI https://doi.org/10.36001/phme.2021.v6i1.2886

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Bayesian Vehicle Fleet Survival Analysis based onWorkshop-Service Data

Simon Steinberg, Wolf Baumann, Rene Gegusch, Philipp Schmiechen, Dominik G¨utermann
Abstract 909 | PDF Downloads 978 | DOI https://doi.org/10.36001/phme.2021.v6i1.2842

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A Probabilistic Similarity Based Modeling Approach for Turbomachine Fault Prediction

Weijian Tang, Xiaomo Jiang, Haixin Zhao, Qing Chen, Yunqing Gong
Abstract 716 | PDF Downloads 1026 | DOI https://doi.org/10.36001/phme.2021.v6i1.2952

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Fault Detection and Condition Monitoring in District Heating Using Smart Meter Data

Felix Theusch, Patrick Klein, Ralph Bergmann, Wolfgang Wilke, Wolfgang Bock, Adrian Weber
Abstract 1663 | PDF Downloads 1271 | DOI https://doi.org/10.36001/phme.2021.v6i1.2786

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A Natural Language Processing method for the identification of the factors influencing road accident severity

Dario Valcamonico, Piero Baraldi, Francesco Amigoni, Enrico Zio
Abstract 1144 | PDF Downloads 1308 | DOI https://doi.org/10.36001/phme.2021.v6i1.2899

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Domain Adaptations for Guided Wave SHM of Composites: Towards Fleet Monitoring

Sebastiaan van Baars Buisman, Gabriel Michau, René Alderliesten, Olga Fink
Abstract 668 | PDF Downloads 722 | DOI https://doi.org/10.36001/phme.2021.v6i1.2893

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Real-time Diagnosis Of Physical Failures Using Causation-based AI

Navid Zaman, Evan Apostolou, Yan Li, Patrick Conroy
Abstract 903 | PDF Downloads 811 | DOI https://doi.org/10.36001/phme.2021.v6i1.2831

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Transfer Learning Approaches for Wind Turbine Fault Detection using Deep Learning

Jannik Zgraggen, Markus Ulmer, Eskil Jarlskog, Gianmarco Pizza, Lilach Goren Huber
Abstract 1728 | PDF Downloads 933 | DOI https://doi.org/10.36001/phme.2021.v6i1.2835

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Remaining Useful Life Prediction of Turbo Actuators for Predictive Maintenance of Diesel Engines

Devawrat Bhave, Deepa Tavargeri Adiga, Nilesh Powar, Thomas Mckinley
Abstract 1209 | PDF Downloads 1171 | DOI https://doi.org/10.36001/phme.2021.v6i1.2959

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Data Challenge Papers

Rule-based Diagnostics of a Production Line

Osarenren Kennedy Aimiyekagbon, Lars Muth, Meike Wohlleben, Amelie Bender, Walter Sextro
Abstract 1163 | PDF Downloads 965 | DOI https://doi.org/10.36001/phme.2021.v6i1.3042

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Ensemble of LSTM Networks for Fault Detection, Classification, and Root Cause Identification in Quality Control Line

Gurkan Aydemir, Adem Avcı, Mustafa Kocakulak, Tahir Bekiryazıcı
Abstract 1041 | PDF Downloads 1185 | DOI https://doi.org/10.36001/phme.2021.v6i1.3043

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Divide, Propagate and Conquer: Splitting a Complex Diagnosis Problem for Early Detection of Faults in a Manufacturing Production Line

Kerman López de Calle - Etxabe, Meritxell Gómez - Omella, Eider Garate - Perez
Abstract 1144 | PDF Downloads 862 | DOI https://doi.org/10.36001/phme.2021.v6i1.3039

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Fault Detection and Classification for Robotic Test-bench

Kürşat İnce, Uğur Ceylan, Nazife Nur Erdoğmuş, Engin Sirkeci, Yakup Genc
Abstract 2010 | PDF Downloads 736 | DOI https://doi.org/10.36001/phme.2021.v6i1.3040

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